Listing is not an endorsement. Status only shows directory inclusion and the latest MCP connectivity check.
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CapabilityResource / descriptionTypeFunction / industryReadiness / evidence / useTrust
physics-lab-plotterSkill to convert physics-lab data from photos, screenshots, or files into checked tables and Origin-style fitted curves, with LaTeX PDF report generation.Skillagent-skillsListed
ReadyGuided use
EvidenceSource inspected
Usage0 runs
experimental-designDesign experiments and studies before data collection: choose design, randomize, block, lay out treatments; covers factorial, response-surface, crossover, split-plot, and more.Skillagent-skillsListed
ReadyGuidance ready
EvidenceSource inspected
Usage0 runs
scientific-schematicsCreates publication-quality scientific diagrams using Nano Banana 2 AI with iterative refinement and quality review.Skillagent-skillsListed
ReadyGuided use
EvidenceSource inspected
Usage0 runs
pacsomaticOperator toolkit for nf-core/pacsomatic matched tumor-normal workflows from BAM inputs: validate inputs, generate samplesheets, prepare Nextflow launch artifacts, run locally or on schedulers, and triage failures.Skillagent-skillsListed
ReadyGuided use
EvidenceSource inspected
Usage0 runs
TARGET Checklist MCPScore how completely a target-trial-emulation study reports what the TARGET guideline requires.MCP ServermcpListed
ReadyConditional
EvidenceMetadata only
Usage0 runs
brenda-databaseSkill to access BRENDA enzyme database via SOAP API, retrieving kinetic parameters, reactions, organism data, and substrate-specific enzyme info.Skillagent-skillsListed
ReadyGuided use
EvidenceSource inspected
Usage0 runs
proof-checkerSkill that verifies and fixes LaTeX mathematical proofs via cross-model review, gap identification, full derivations, and audit report generation.Skillagent-skillsListed
ReadyGuided use
EvidenceSource inspected
Usage0 runs
cellxgene-censusQuery CZ CELLxGENE Census for versioned public single-cell and spatial transcriptomics data, including metadata, expression, and embeddings.Skillagent-skillsListed
ReadyGuidance ready
EvidenceSource inspected
Usage0 runs
matchmsProcess, clean, compare, and search tandem mass spectra using matchms for MS/MS analysis.Skillagent-skillsListed
ReadyGuided use
EvidenceSource inspected
Usage0 runs
diffdockSkill for DiffDock molecular docking: predict protein-small-molecule poses from PDB/sequence and SMILES/SDF/MOL2, batch docking, virtual screening, pose-confidence interpretation.Skillagent-skillsListed
ReadyGuided use
EvidenceSource inspected
Usage0 runs
statsmodelsSkill providing Python statistical models (OLS, GLM, mixed models, ARIMA) with diagnostics, residuals, and inference for econometrics and time series.Skillagent-skillsListed
ReadyGuidance ready
EvidenceSource inspected
Usage0 runs
sympySkill for exact symbolic math in Python: algebra, calculus, equation solving, symbolic linear algebra, and code generation via lambdify/LaTeX.Skillagent-skillsListed
ReadyGuidance ready
EvidenceSource inspected
Usage0 runs
depmapQueries the Cancer Dependency Map for gene dependency scores, drug sensitivity, and gene effect profiles to identify cancer vulnerabilities and validate drug targets.Skillagent-skillsListed
ReadyGuided use
EvidenceSource inspected
Usage0 runs
hydrological-modellerActs as a hydrological modelling expert developing, maintaining, and reviewing forecast models within SAPPHIRE, including code documentation and scientific validity checks.Skillagent-skillsListed
ReadyGuided use
EvidenceSource inspected
Usage0 runs
imaging-data-commonsQueries and downloads public cancer imaging data from NCI Imaging Data Commons, including DICOM access and metadata queries.Skillagent-skillsListed
ReadyGuidance ready
EvidenceSource inspected
Usage0 runs
swarm-safetySimulates multi-agent dynamics to assess system-wide risks, test governance, and study emergent behaviors in multi-agent systems.Skillagent-skillsListed
ReadyGuided use
EvidenceSource inspected
Usage0 runs
geomasterComprehensive geospatial skill for remote sensing, GIS, spatial analysis, and Earth observation, supporting satellite imagery processing and multiple programming languages.Skillagent-skillsListed
ReadyGuided use
EvidenceSource inspected
Usage0 runs
labarchive-integrationSkill for secure integration with LabArchives ELN API and Inventory API v1, including signed requests and authorization flows.Skillagent-skillsListed
ReadyGuided use
EvidenceSource inspected
Usage0 runs
RFixCreate RF signal projects from prompts, inspect graphs, and export IQ data.MCP ServermcpListed
ReadyConditional
EvidenceMetadata only
Usage0 runs
deepchemProvides molecular machine learning with diverse featurizers and pre-built datasets for property prediction (ADMET, toxicity) using traditional ML or GNNs.Skillagent-skillsListed
ReadyGuided use
EvidenceSource inspected
Usage0 runs
bio-microbiome-functional-predictionPredict metagenome functional content from 16S rRNA data using PICRUSt2, inferring KEGG, MetaCyc, and EC abundances from ASV tables.Skillagent-skillsListed
ReadyGuided use
EvidenceSource inspected
Usage0 runs
genomic-intelligencePredicts regulatory features, gene structure, and expression from DNA using hosted transformer models via REST API, covering six tasks.Skillagent-skillsListed
ReadyGuided use
EvidenceSource inspected
Usage0 runs
nemo-mbridge-perf-moe-hardware-configsSummarizes MoE training playbooks by hardware platform and model family, including throughput bands and parallelism patterns.Skillagent-skillsListed
ReadyGuided use
EvidenceSource inspected
Usage0 runs
phylogeneticsBuild and analyze phylogenetic trees using MAFFT, IQ-TREE 2, FastTree; visualize with ETE3 or FigTree.Skillagent-skillsListed
ReadyGuided use
EvidenceSource inspected
Usage0 runs
CycleCalcs AstronomyProvides astronomical calculations for sun, moon, planets, eclipses, twilight, and star positions.MCP ServermcpListed
ReadyConditional
EvidenceMetadata only
Usage0 runs
pysamProvides pysam workflows for reading, querying, filtering, and writing genomic files (SAM/BAM/CRAM, VCF/BCF, FASTA/FASTQ, tabix), including pileup, coverage, indexing, and CRAM references.Skillagent-skillsListed
ReadyGuidance ready
EvidenceSource inspected
Usage0 runs
design-experimentSkill to collaboratively design GPU experiments as data-collection specs, documenting purpose, arms, metrics, comparability, and cost, then hand off to launch-experiment.Skillagent-skillsListed
ReadyGuided use
EvidenceSource inspected
Usage0 runs
protocolsio-integrationSkill to read, validate, and safely export protocols.io data using official REST/MCP contracts, with bounded GET requests only on explicit --execute; creates non-executing mutation plans.Skillagent-skillsListed
ReadyGuided use
EvidenceSource inspected
Usage0 runs
primekgQueries the Precision Medicine Knowledge Graph (PrimeKG) for multiscale biological data including genes, drugs, diseases, phenotypes, and more.Skillagent-skillsListed
ReadyGuided use
EvidenceSource inspected
Usage0 runs
molfeatMolecular featurization for ML with 100+ featurizers including ECFP, MACCS, descriptors, and pretrained models like ChemBERTa.Skillagent-skillsListed
ReadyGuided use
EvidenceSource inspected
Usage0 runs
statistical-analysisGuides statistical analysis for research data: test selection, assumption checks, effect sizes, power analysis, Bayesian alternatives, and APA reporting.Skillagent-skillsListed
ReadyGuidance ready
EvidenceSource inspected
Usage0 runs
Claidex MCPBiomedical failure intelligence platform for terminated trials and translational analysis.MCP ServermcpListed
ReadyConditional
EvidenceMetadata only
Usage0 runs
scikit-survivalSkill to build, evaluate, and audit right-censored or competing-risk survival workflows with scikit-survival, including leakage-safe preprocessing, model selection, probability prediction, and censoring-aware metrics.Skillagent-skillsListed
ReadyGuidance ready
EvidenceSource inspected
Usage0 runs
pymcEnables Bayesian modeling with PyMC, including hierarchical models, MCMC (NUTS), variational inference, model comparison, and posterior checks.Skillagent-skillsListed
ReadyGuidance ready
EvidenceSource inspected
Usage0 runs
pathogen-variant-surveillanceQuery live pathogen genomic surveillance data via GenSpectrum LAPIS API for circulating lineages, growth, mutations.Skillagent-skillsListed
ReadyGuided use
EvidenceSource inspected
Usage0 runs
cobrapyPerforms constraint-based metabolic modeling (COBRA) including FBA, FVA, gene knockouts, flux sampling, and SBML model handling for systems biology and metabolic engineering.Skillagent-skillsListed
ReadyGuided use
EvidenceSource inspected
Usage0 runs
qiskitBuild, simulate, transpile, and execute quantum circuits with Qiskit and IBM Quantum Runtime.Skillagent-skillsListed
ReadyGuided use
EvidenceSource inspected
Usage0 runs
pathway-enrichmentSkill to run pathway and gene-set enrichment analysis on gene lists or ranked data, including ORA, GSEA, ssGSEA, and functional profiling with multiple tools and databases.Skillagent-skillsListed
ReadyGuidance ready
EvidenceSource inspected
Usage0 runs
anndataSkill for working with AnnData data structure for annotated matrices in single-cell analysis, including .h5ad files and scverse ecosystem integration.Skillagent-skillsListed
ReadyGuidance ready
EvidenceSource inspected
Usage0 runs
pufferlibVersion-aware guidance for PufferLib RL environments, vectorization, policies, training, evaluation, and safe checkpoint review.Skillagent-skillsListed
ReadyGuided use
EvidenceSource inspected
Usage0 runs
quantum-artificerProvides scientific compute for AI agents including symbolic, numerical, quantum, chemistry, and ODE, paid via x402.MCP ServermcpListed
ReadyConditional
EvidenceMetadata only
Usage0 runs
histolabLightweight WSI tile extraction and preprocessing: tissue detection, tile extraction, stain normalization for H&E images.Skillagent-skillsListed
ReadyGuidance ready
EvidenceSource inspected
Usage0 runs
fluidsimSkill to plan, configure, inspect, restart, and analyze bounded FluidSim CFD simulations with numerical-validity and HPC safety checks.Skillagent-skillsListed
ReadyGuided use
EvidenceSource inspected
Usage0 runs
ChiplabRuns, builds, and validates firmware on virtual hardware, with a hardware knowledge corpus.MCP ServermcpListed
ReadyConditional
EvidenceMetadata only
Usage0 runs
lamindbSkill for working with LaminDB, covering setup, artifact registration, query, lineage, validation, ontology annotation, collections, branches, storage, and workflows.Skillagent-skillsListed
ReadyGuidance ready
EvidenceSource inspected
Usage0 runs
src-sim-skillSkill for working on deterministic movement, armor, ballistics, damage, and spotting simulation, likely for a tank game or simulation.Skillagent-skillsListed
ReadyGuided use
EvidenceSource inspected
Usage0 runs
coot-NCS-reference-guidanceProvides guidance on NCS (Non-Crystallographic Symmetry) reference for crystallography.Skillagent-skillsListed
ReadyGuided use
EvidenceSource inspected
Usage0 runs
New Research Papers & Science Breakthroughs — buy per-query in-session (scibreak)Provides daily new research papers across AI, physics, and biology from arXiv.MCP ServermcpListed
ReadyConditional
EvidenceMetadata only
Usage0 runs
DAG Studio MCPCausal DAG analysis tool for backdoor paths, adjustment sets, and bias simulation, validated against dagitty.MCP ServermcpListed
ReadyConditional
EvidenceMetadata only
Usage0 runs
DaedalMap Tsunami DataProvides global tsunami event data from NOAA NCEI (2000 BC-present), including wave heights, runups, and counts.MCP ServermcpListed
ReadyConditional
EvidenceMetadata only
Usage0 runs